AI Governance for Companies: Owners, Budgets, Approvals and Audit Logs
AI governance does not need a 50-page policy to start. These seven controls let a company run AI agents safely and show auditors, boards and regulators what happened.
Read reportFramework 03 · Every agent
Agent governance: AI that answers to a person
Every AI agent we run has a named owner, a monthly budget and a pause switch. Anything that leaves the company waits for approval, and every run is logged.
- Applies to
- Every agent we run
- Approvals
- Messages, money, contracts, hiring
- Logs
- Every run, with cost
- Price
- Included
In short
Agent Governance
Agent governance is the set of controls that keeps AI agents accountable. Each agent has a named owner, a monthly budget that pauses it when reached, and a pause switch. Messages to customers and suppliers, payments, contracts and hiring steps wait for a person to approve them. Every run is logged with its time, the tools it used, the data it touched and what it cost.
The six controls
- 01
A named owner
One person is responsible for each agent, its results and its rules.
- 02
A monthly budget
The agent pauses itself when it reaches its AI spending limit, and the owner is told.
- 03
A pause switch
Anyone authorised can stop an agent at once, from a phone.
- 04
Approval gates
Outside messages, payments, contracts and hiring steps wait for a person. A team member asks their department head; heads ask the person you name.
- 05
A run log
Every task with its time, the tools used, the data touched, the cost and the result.
- 06
Masking
Card numbers, IBANs and Emirates ID numbers are replaced with tokens before a request reaches an outside model.
Deliverables
What you get on every agent
- An owner, a budget and a pause switch per agent
- Approval routes agreed with your department heads
- One-tap approval on a phone, with the draft and the history visible
- Nothing marked sent until it was approved and delivered
- A searchable run log with cost per task
Who does what
AI Meets Real
- Set up the controls on every agent
- Keep the logs and the cost reports
- Review approvals and failures with the owner
Your team
- Name an owner per agent
- Agree budgets and approval routes
- Approve what leaves the company
What needs approval
Low risk runs alone; high risk waits
Runs alone
Internal summaries, drafts for staff, data checks, reminders to your own team.
Waits for approval
Messages to customers, suppliers or the public; payments; contracts; hiring steps.
Never done by an agent
Legal commitments signed without a person, and anything outside its written scope.
Questions about this framework
Who approves what an agent sends?
A team member asks their department head, and a head asks the person you name. Approvals happen in one tap on a phone, with the draft, the customer and the history visible.
What happens when an agent reaches its budget?
It pauses itself and the owner is told. The owner can raise the budget or leave it paused.
Can we see what an agent did last month?
Yes. Every run is logged with its time, tools, data touched, cost and result, and can be searched and exported.
Does governance cost extra?
No. Owners, budgets, approvals, the pause switch and run logs come with every agent. Single sign-on, roles and audit logs across the company are part of the Enterprise package.
Insights
Further reading
AI Agents for Business in the UAE: What They Do and How to Deploy Them Safely
AI agents answer, qualify, chase and report around the clock. Here is what they do well in UAE companies, where they need a human, and how to deploy one safely.
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AI in UAE Government: Where It Helps First and How to Run a Pilot
Dubai and Abu Dhabi have set clear AI targets for government. Here are the services where AI helps first and a pilot plan that a security review will accept.
Read reportSee the controls on a live agent
In a 30-minute demo we show the approvals, the budget and the run log on one of your processes.